app.py

from flask import Flask, request, jsonify, render_template
import pickle

app = Flask(__name__)

# Load the pickled pipeline
with open('pipeline.pkl', 'rb') as file:
    pipeline = pickle.load(file)

@app.route('/')
def home():
    return render_template('index.html')

@app.route('/predict', methods=['POST'])
def predict():
    data = request.get_json(force=True)
    text = data['text']
    prediction = pipeline.predict([text])[0]
    return jsonify({'prediction': prediction})

if __name__ == '__main__':
    app.run(debug=True)